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Paper Citation Record · LEDGER

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments

As of 7 August 2026, this Paper Citation Record lists 100 of 155 outbound references and 2 inbound Pith citation observations for arXiv:2506.11697.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.11697 v1

Coverage vector

measured 100 of 155 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:07:26.063349Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:02:54.274440Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-19T23:07:51.133384Z

Reference resolution

100 of 155 outbound references displayed

  • verified exact0
  • verified fuzzy24
  • unresolved76
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation da1af2ae-2a72-4a4c-8e94-47c498905437 · outbound

This paper cites https: //github.com/gsliepen/tinc/commit/ 17a33dfd95b1a29e90db76414eb9622df9632320.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments https: //github.com/gsliepen/tinc/commit/ 17a33dfd95b1a29e90db76414eb9622df9632320

Reference 1

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no resolver link, observed 2026-08-07T04:07:25.715716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.715716Z digest=sha256:ad76a2312f1a5718ee6fa6cdd5cea174109ce7a7fc6a7efb0a7358a353ff3672

Observation ed9f4ccf-a91a-4c7b-8085-149fe5ecdb86 · outbound

This paper cites https://git.kernel.org/pub/scm/linux/ kernel/git/stable/linux.git/commit/?id= 81137162bfaa7278785b24c1fd2e9e74f082e8e4.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments https://git.kernel.org/pub/scm/linux/ kernel/git/stable/linux.git/commit/?id= 81137162bfaa7278785b24c1fd2e9e74f082e8e4

Reference 2

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no resolver link, observed 2026-08-07T04:07:25.719766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.719766Z digest=sha256:c59dff87a320598f312d029eeb12e0dca7531d2065c7c2340d2e70b366ad3a35

Observation f321ca7a-2ecc-4db7-920d-705c04a0d555 · outbound

This paper cites Fault- localization techniques for software systems: A liter- ature review.ACM SIGSOFT Software Engineering Notes, 39(5):1–8, 2014.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Fault- localization techniques for software systems: A liter- ature review.ACM SIGSOFT Software Engineering Notes, 39(5):1–8, 2014

Reference 3

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no resolver link, observed 2026-08-07T04:07:25.724191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.724191Z digest=sha256:69f4e49872fdb4aad5bbf875cfa67243848ba0814d80c09d6ec5850b99c2f8d7

Observation 1c9e3042-65ae-48e4-b852-396efe5175f6 · outbound

This paper cites asarubbo/poc.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments asarubbo/poc

Reference 4

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no resolver link, observed 2026-08-07T04:07:25.727840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.727840Z digest=sha256:177faa8fe94d6558f530ef7b494716bb4ef07ee9ed53abb69e6e8ae29786de84

Observation 89ea1752-b361-469c-a318-69b5c5a94b90 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-07T04:07:25.731642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.731642Z digest=sha256:9a46950400fa3fd86d413aa03b6ee92de66001bfb8d24e5bee158db7899b18c8

Observation b78e25c2-0d33-43d2-9fa8-89c8f1ff0fe8 · outbound

This paper cites CVEfixes: Automated collection of vulnerabilities and their fixes from open-source software.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments CVEfixes: Automated collection of vulnerabilities and their fixes from open-source software

Reference 6

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no resolver link, observed 2026-08-07T04:07:25.736082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.736082Z digest=sha256:2520697ffdf1d186e85b413c1d3606e03b5291f357ba209261b17211e9baeb40

Observation e8c3949d-3f5d-40f2-bbe8-f6dd2f8fd029 · outbound

This paper cites Aurora: statistical crash analysis for au- tomated root cause explanation.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Aurora: statistical crash analysis for au- tomated root cause explanation

Reference 7

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no resolver link, observed 2026-08-07T04:07:25.740732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.740732Z digest=sha256:23cfb56c96157846b1980a248c1cae842397a2cea94d561808a488996936c628

Observation f3eb5960-de13-41a2-978d-72a5eb86df89 · outbound

This paper cites Apr4vul: an empirical study of automatic program repair tech- niques on real-world java vulnerabilities.Empirical Software Engineering (ESE), 29(18):1–40, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Apr4vul: an empirical study of automatic program repair tech- niques on real-world java vulnerabilities.Empirical Software Engineering (ESE), 29(18):1–40, 2024

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.744930Z digest=sha256:e300c95c42424deda09643dee51e0b63663eedb7ee3034a1d1466a15c4bd6397

Observation 6e9ecc31-3406-422e-b0e0-2fa9f4e68be9 · outbound

This paper cites Díaz Ferreyra.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Díaz Ferreyra

Reference 9

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no resolver link, observed 2026-08-07T04:07:25.748487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.748487Z digest=sha256:06a7b8e8d631cfc37a95409e136fd4d2666d9ef38bc20c780519dd2010bd9d8b

Observation f23ea1e7-32d1-4514-b744-3018a8173006 · outbound

This paper cites End-to-end object detection with trans- formers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments End-to-end object detection with trans- formers

Reference 10

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no resolver link, observed 2026-08-07T04:07:25.752287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.752287Z digest=sha256:6f075b44a5483d880d823fc7e732807f9d674a4383581a0c22e2f3c36e673b70

Observation 11e423b4-bfc6-41f4-b49c-08a39f3a571f · outbound

This paper cites Safes- tack: Automatically patching stack-based buffer over- flow vulnerabilities.IEEE Transactions on Depend- able and Secure Computing (TDSC), 10(6):368–379, 2013.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Safes- tack: Automatically patching stack-based buffer over- flow vulnerabilities.IEEE Transactions on Depend- able and Secure Computing (TDSC), 10(6):368–379, 2013

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.756675Z digest=sha256:c334105c89b97ae79f4a79975402b187da3a46ef5ef54cb507e2d33f2797554f

Observation ddf839e0-a8e4-4d5d-9aeb-534c3281ed3c · outbound

This paper cites Diversevul: A new vul- nerable source code dataset for deep learning based vulnerability detection.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Diversevul: A new vul- nerable source code dataset for deep learning based vulnerability detection

Reference 12

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no resolver link, observed 2026-08-07T04:07:25.760753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.760753Z digest=sha256:f45bea9372b9ad3104c51f107b6b11657acbb1d8ac51335af6c623cd539797d6

Observation 98256a70-71a6-43e2-b9c2-2722dee88e84 · outbound

This paper cites Adaptive android kernel live patching.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Adaptive android kernel live patching

Reference 13

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no resolver link, observed 2026-08-07T04:07:25.764046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.764046Z digest=sha256:08cf54359bd230295fd4425caec2e48a2cab46f85037256f9163f978880987e0

Observation 8eae02b6-9965-435d-a291-e5b336e73c50 · outbound

This paper cites Neural transfer learning for repairing security vulner- abilities in c code.IEEE Transactions on Software Engineering (TSE), 49(1):147–165, 2023.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Neural transfer learning for repairing security vulner- abilities in c code.IEEE Transactions on Software Engineering (TSE), 49(1):147–165, 2023

Reference 14

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no resolver link, observed 2026-08-07T04:07:25.767686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.767686Z digest=sha256:575768f9c1a437589329fdebf0f9ecbcb1b62c4936edad6b407b1307b2049304

Observation 229b6df6-2bb1-4b17-845b-9ceaa074a21b · outbound

This paper cites Sequencer: Sequence-to-sequence learn- ing for end-to-end program repair.IEEE Transactions on Software Engineering (TSE), 47(09):1943–1959, 2021.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Sequencer: Sequence-to-sequence learn- ing for end-to-end program repair.IEEE Transactions on Software Engineering (TSE), 47(09):1943–1959, 2021

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.771629Z digest=sha256:9a2d4a73b5a62d21389b2c8ee2b70f218bd90a56bb56a90b64e27e1546e0a3b4

Observation 3b9d19f5-5288-40a1-b0d2-51c08e9a8529 · outbound

This paper cites Intpti: Automatic integer error repair with proper-type inference.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Intpti: Automatic integer error repair with proper-type inference

Reference 16

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no resolver link, observed 2026-08-07T04:07:25.775276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.775276Z digest=sha256:525d182e6fc97f45a93253aa27e2e23b0deee1f63e70c4d537dfb9ffdcc93e67

Observation f408f60b-0dee-4d6c-998f-dfb10544ecc4 · outbound

This paper cites Tolerating c integer error via precision elevation.IEEE Transactions on Computers (TC), 68(2):270–286, 2019.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Tolerating c integer error via precision elevation.IEEE Transactions on Computers (TC), 68(2):270–286, 2019

Reference 17

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no resolver link, observed 2026-08-07T04:07:25.778604Z

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source=pdf_text observed=2026-08-07T04:07:25.778604Z digest=sha256:bc766deee61911900354905cadd6b890a83802ae45b06dfad0fc79f34e316071

Observation 721d4755-0b3f-421e-9f54-7d785088f256 · outbound

This paper cites Seqtrans: Automatic vulnerability fix via sequence to sequence learning.IEEE Transactions on Software Engineering (TSE), 49(2):564–585, 2023.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Seqtrans: Automatic vulnerability fix via sequence to sequence learning.IEEE Transactions on Software Engineering (TSE), 49(2):564–585, 2023

Reference 18

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source=pdf_text observed=2026-08-07T04:07:25.782050Z digest=sha256:bb5f4c5a3cef8625150fbc66ceb5d061f4d1feb3d7e47796828756e3d631d513

Observation 05ab1248-69ac-479a-8f22-65e56cdcbebc · outbound

This paper cites Repairing DoS vulnerability of real-world regexes.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Repairing DoS vulnerability of real-world regexes

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.785745Z digest=sha256:9d6d35ce287639b97aca11f8ca293a39f3b5c4d486bb067250d2d7334fe9539c

Observation 11a701f8-401e-4735-8b12-0084f0ec6151 · outbound

This paper cites Routing in undirected graphs with constant congestion.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Routing in undirected graphs with constant congestion

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.789057Z digest=sha256:8e6a3df463b16189f68d1286b5e46f866a5b4b188c504591d6f9e9fc5271b4e4

Observation e315578a-52d2-4717-bd18-0c3e341c0cfb · outbound

This paper cites Program transforma- tions to fix C integers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Program transforma- tions to fix C integers

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.792330Z digest=sha256:045fbd9d9561d333bebd568eaa656b9eaee9cba61b8f0ef63bb945e609c8fd9d

Observation cb4325a9-7c91-48af-9139-d96f9f9222b1 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.795899Z digest=sha256:314b2cfc4b8616741be26d7f581bed0120c3c75ab8f6bbe10632e65fd8a81232

Observation 7212705e-3cf4-4ccb-b152-9f8046906baa · outbound

This paper cites Pentestgpt: Eval- uating and harnessing large language models for au- tomated penetration testing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Pentestgpt: Eval- uating and harnessing large language models for au- tomated penetration testing

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.799437Z digest=sha256:8e97e56f9ae1dd8424992b9bfbb6302366e8bf6ec9377b41f8eb0050e1ebe60b

Observation a4d88ac3-56ee-4780-9933-f1ac7b3dee8b · outbound

This paper cites Automating patching of vulnera- ble open-source software versions in application bi- naries.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automating patching of vulnera- ble open-source software versions in application bi- naries

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.802850Z digest=sha256:40f683eb48b91e8643f9b5e285a4ea710956594712c54860de58c8e00bcd8f69

Observation b4086a78-4ccb-4785-a971-3deb7539c8a9 · outbound

This paper cites Duck, Xiang Gao, and Abhik Roychoud- hury.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Duck, Xiang Gao, and Abhik Roychoud- hury

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.806394Z digest=sha256:fb9dfa3dc9fec7c734bb7197c05b94dd0c474818439e165c89ff3b379f2c5f55

Observation 1d769be3-52f5-44b5-9f48-c5229a7bfb91 · outbound

This paper cites Duck and Roland H.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Duck and Roland H

Reference 26

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no resolver link, observed 2026-08-07T04:07:25.809731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.809731Z digest=sha256:ae7be5a4047b83947c210586a75fbc573a5b116c709163d6c2bcdcb7ef965950

Observation 910488fe-e32f-4d13-b270-4fa9af1c24a8 · outbound

This paper cites Stack bounds protection with low fat point- ers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Stack bounds protection with low fat point- ers

Reference 27

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no resolver link, observed 2026-08-07T04:07:25.813239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.813239Z digest=sha256:4daf7261d95dd323466d9ef089cf7795a5a5a867b4116d0b488ef096a5542012

Observation 58f074f0-80f3-4e03-998d-3e3d332dc8df · outbound

This paper cites Dynamic patch generation for null pointer exceptions using metaprogramming.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Dynamic patch generation for null pointer exceptions using metaprogramming

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.816735Z digest=sha256:d8c69957abd348f022381679d9a86e0e48b7de0792ec88e713bd2663cdc38d28

Observation 4d2f0b8d-9f26-40fc-beea-2b86107252fc · outbound

This paper cites Icore con- ference portal.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Icore con- ference portal

Reference 29

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.820121Z digest=sha256:94865d739b54413057a9b63df9c1bca62e84d16ad268c6d8ccdc65695221a1c8

Observation 4905d2f7-131b-4eb2-acfd-0ff29a2d8db4 · outbound

This paper cites Facebook infer.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Facebook infer

Reference 30

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.823490Z digest=sha256:0a59c74c1b216df5d1ebad2041aa86bf01ead1d86a39e88615c63dd5887adf7e

Observation fa6653cf-0399-4faf-9283-adbd211faae5 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 31

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.826705Z digest=sha256:aeb7fe9e325ab3267577029fb6cbea59582307910217825b61868b0082d57110

Observation 2d36ec06-ed38-4247-86ab-dbf21c3ebafc · outbound

This paper cites Elysium: Context-aware bytecode-level patching to automatically heal vulnerable smart contracts.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Elysium: Context-aware bytecode-level patching to automatically heal vulnerable smart contracts

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.830302Z digest=sha256:8bcd8351a6825c682a931144cd6730faaeaa73b64972ecb34d0e151e340771de

Observation c7e7ea83-89f1-45cf-bcae-e0c1eb5f80c3 · outbound

This paper cites Vision transformer inspired automated vulnerability repair.ACM Transactions on Software Engineering and Methodology (TOSEM), 33(3):1–29, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vision transformer inspired automated vulnerability repair.ACM Transactions on Software Engineering and Methodology (TOSEM), 33(3):1–29, 2024

Reference 33

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.833812Z digest=sha256:633e974a0255ac28d8aa8bf7b9c1e01847703f3debe881d470e0fe5e00c122fd

Observation c01d8f6a-5d8d-49a6-afda-d96e56e0a03d · outbound

This paper cites Vulrepair: A t5-based auto- mated software vulnerability repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulrepair: A t5-based auto- mated software vulnerability repair

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.837200Z digest=sha256:6767af507d0a04944881ed1c01f3f245ee38bfbc45cbd611c62cf7ab6171dcdf

Observation 8048c870-4f3f-4e04-abfd-14e90219b19d · outbound

This paper cites Bovinspector: Automatic inspection and repair of buffer overflow vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Bovinspector: Automatic inspection and repair of buffer overflow vulnerabilities

Reference 35

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Observation 47ac8b0d-76ac-4f7d-9e83-47163ec779ab · outbound

This paper cites Safe memory-leak fixing for C programs.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Safe memory-leak fixing for C programs

Reference 36

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Observation ca5d100c-9e63-4d71-afd7-a38eda7012cb · outbound

This paper cites Crash-avoiding program repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Crash-avoiding program repair

Reference 37

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source=pdf_text observed=2026-08-07T04:07:25.847547Z digest=sha256:acb96054111eb44abd61c786455d011b3bdd52724152f360b1c21b6cefbd4755

Observation d98e8a35-9c88-4044-816f-97bf94892c51 · outbound

This paper cites Duck, Ruyi Ji, Yingfei Xiong, and Abhik Roychoudhury.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Duck, Ruyi Ji, Yingfei Xiong, and Abhik Roychoudhury

Reference 38

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source=pdf_text observed=2026-08-07T04:07:25.850712Z digest=sha256:3a947e23324d03e38af35588f54b8ccde1ce92087e3557d2fae4ac49aee7b7a3

Observation 16fdd98c-1497-49a6-969d-4c348f35016e · outbound

This paper cites Automatic software repair: A survey.IEEE Transac- tions on Software Engineering (TSE), 45(01):34–67, 2019.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automatic software repair: A survey.IEEE Transac- tions on Software Engineering (TSE), 45(01):34–67, 2019

Reference 39

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source=pdf_text observed=2026-08-07T04:07:25.853978Z digest=sha256:f8816a5c209e5f90ad9c11940c03e5957ceb9287ca83bbef72497c659b3f78e1

Observation 7e3ab9e5-8e22-483f-bd9c-d20270840c13 · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-07T04:07:25.857790Z digest=sha256:ebe81292ff3ab7e996aa5218d4ec53c850ed527c03319a1628ba10186c63aa76

Observation 02acbde0-81a4-4091-a216-68307ff7622c · outbound

This paper cites Generative adver- sarial networks.Communications of the ACM, 63(11):139–144, 2020.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Generative adver- sarial networks.Communications of the ACM, 63(11):139–144, 2020

Reference 41

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source=pdf_text observed=2026-08-07T04:07:25.861193Z digest=sha256:349f0daf41c1c679180f992906b2373ffe5ef61b436400d190d241e11137add5

Observation 3931fe7c-6327-4f62-91c1-7484e8d1ce26 · outbound

This paper cites Perception and practices of differential testing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Perception and practices of differential testing

Reference 42

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source=pdf_text observed=2026-08-07T04:07:25.864549Z digest=sha256:18ecd45db77b694993a615170b27a87992d71f99e56dc545869410ab143e95dd

Observation c7c9cdba-cd34-4cc3-9c28-adf7130a7439 · outbound

This paper cites Learning to repair software vulnerabilities with generative adversarial networks.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Learning to repair software vulnerabilities with generative adversarial networks

Reference 43

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source=pdf_text observed=2026-08-07T04:07:25.868637Z digest=sha256:7e10e03e06cf3f91f24c265ed31f261cd9b8093b569ccc89660f8c55ec5b73f9

Observation b0764023-1853-4e44-93cf-48d851695924 · outbound

This paper cites SA VER: Scalable, precise, and safe memory-error repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments SA VER: Scalable, precise, and safe memory-error repair

Reference 44

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source=pdf_text observed=2026-08-07T04:07:25.872045Z digest=sha256:cfa20cfdae3949774fa51f1c0bdce40b1ea91cc5269de36e27a819998e56de14

Observation 9d91e439-98bf-4be4-8533-c933a58f8e6b · outbound

This paper cites Large language models for soft- ware engineering: A systematic literature review.ACM Transactions on Software Engineering and Methodol- ogy (TOSEM), 33(8):1–79, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Large language models for soft- ware engineering: A systematic literature review.ACM Transactions on Software Engineering and Methodol- ogy (TOSEM), 33(8):1–79, 2024

Reference 45

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source=pdf_text observed=2026-08-07T04:07:25.875399Z digest=sha256:e74a5a0cdb126384166ec805dc9d9bccc1324fce96a2b737a6df40762def78c0

Observation a7c0d638-b8b3-4a1e-9ab2-b3d89881e9c4 · outbound

This paper cites Rupair: Towards auto- matic buffer overflow detection and rectification for rust.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Rupair: Towards auto- matic buffer overflow detection and rectification for rust

Reference 46

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source=pdf_text observed=2026-08-07T04:07:25.878941Z digest=sha256:090b536117f39714e2adc625970b6bb4276dccf7793218c84394ebd24392ef42

Observation 6e0f75b4-62ef-4e5e-aef0-2e8bc9d8ecbe · outbound

This paper cites Evolving paradigms in automated program repair: Taxonomy, challenges, and opportunities.ACM Computing Sur- veys (CSUR), 57(2):1–43, 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Evolving paradigms in automated program repair: Taxonomy, challenges, and opportunities.ACM Computing Sur- veys (CSUR), 57(2):1–43, 2024

Reference 47

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source=pdf_text observed=2026-08-07T04:07:25.882254Z digest=sha256:b277107e10c09744c3ea28de83d00a474e15df05f6c63e9f36aa7a53ac7b2d23

Observation 5f04cb46-7733-4109-9b1d-befe60758fed · outbound

This paper cites Template-guided program repair in the era of large language models.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Template-guided program repair in the era of large language models

Reference 48

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source=pdf_text observed=2026-08-07T04:07:25.885437Z digest=sha256:fc6acb5edd4e9914762312f7c4bc8762fe2d929ece127263e4cd479c91b77f7e

Observation f304a361-3b62-4407-808c-1598dcc3c3fe · outbound

This paper cites Using safety properties to generate vulnerability patches.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Using safety properties to generate vulnerability patches

Reference 49

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source=pdf_text observed=2026-08-07T04:07:25.888852Z digest=sha256:a6ab6e7c269175a3e9dabcc712f3ba958fd1edf8708045e8f38a47d7104c9952

Observation 5003ab03-27d8-46e3-acd0-869d6443e089 · outbound

This paper cites Automatic patch generation learned from human-written patches.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automatic patch generation learned from human-written patches

Reference 50

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source=pdf_text observed=2026-08-07T04:07:25.892160Z digest=sha256:f9d6a7ba33e89d6976c6fc0a1e81c411b27510a056a1dbe44bd9a91a8271afcb

Observation e60408c7-e045-469b-824d-131992cb2600 · outbound

This paper cites Genetic programming: on the program- ming of computers by means of natural selection cam- bridge.MA: MIT Press, 4:87–112, 1992.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Genetic programming: on the program- ming of computers by means of natural selection cam- bridge.MA: MIT Press, 4:87–112, 1992

Reference 51

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source=pdf_text observed=2026-08-07T04:07:25.895522Z digest=sha256:84b4890d3cc079e09f2be9a2b4bd46a3db2b0bbaa42d4337efd3636bd1c9df69

Observation fa46e312-dee5-4582-beef-fd9aab2cba90 · outbound

This paper cites A case study of llm for auto- mated vulnerability repair: Assessing impact of reason- ing and patch validation feedback.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments A case study of llm for auto- mated vulnerability repair: Assessing impact of reason- ing and patch validation feedback

Reference 52

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source=pdf_text observed=2026-08-07T04:07:25.899404Z digest=sha256:fe110b4bcb6dfffa4a3d829e78c1bf43f98d3b5dfdca942e8080a778e7df06e6

Observation c7b9da58-13a9-47c0-9714-fdcbd51d6832 · outbound

This paper cites Verismart: a formal verification tool for so- lidity smart contracts.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Verismart: a formal verification tool for so- lidity smart contracts

Reference 53

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source=pdf_text observed=2026-08-07T04:07:25.902535Z digest=sha256:a893917250b6694f90903d85238e1f049cc0843a9c2af8f50582566b1633aed3

Observation 8c71ca71-67c7-4791-bb73-14dded8f142e · outbound

This paper cites Genprog: A generic method for automatic software repair.IEEE Transactions on Software Engineering (TSE), 38(1):54–72, 2012.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Genprog: A generic method for automatic software repair.IEEE Transactions on Software Engineering (TSE), 38(1):54–72, 2012

Reference 54

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source=pdf_text observed=2026-08-07T04:07:25.905946Z digest=sha256:791aeddbe36baedcf450a55209bb3c868b4882ad46c6c6b161d0be0b6f66ccd7

Observation 21f257d7-0b57-4a4c-b54d-b61d022b1505 · outbound

This paper cites Mem- Fix: Static analysis-based repair of memory dealloca- tion errors for C.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Mem- Fix: Static analysis-based repair of memory dealloca- tion errors for C

Reference 55

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source=pdf_text observed=2026-08-07T04:07:25.909194Z digest=sha256:32bd3495c8230eef422f67e6cfcd6b44e3a8380a54ffa43b6bd48fd3bfbe135e

Observation f9edefff-80bb-4e2c-bb90-42753245ef8a · outbound

This paper cites NPEX: Repairing Java null pointer exceptions without tests.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments NPEX: Repairing Java null pointer exceptions without tests

Reference 56

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source=pdf_text observed=2026-08-07T04:07:25.912428Z digest=sha256:050f236a7ab5338d1c1d4b6574492f199e428af7687201f798a8fe89885c2446

Observation d9e903e6-3722-4b1e-9a5f-57bcdca8dd81 · outbound

This paper cites Retrieval-augmented generation for knowledge- intensive nlp tasks.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Retrieval-augmented generation for knowledge- intensive nlp tasks

Reference 57

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source=pdf_text observed=2026-08-07T04:07:25.915568Z digest=sha256:581e2da2aefe21992d54f19034f24cb04712821305d63cc3ce6f1e1d2cdf7a43

Observation 2998664a-6c9a-4690-9052-dc7bf0fce69d · outbound

This paper cites Regexscalpel: Reg- ular expression denial of service (redos) defense by localize-and-fix.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Regexscalpel: Reg- ular expression denial of service (redos) defense by localize-and-fix

Reference 58

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source=pdf_text observed=2026-08-07T04:07:25.919118Z digest=sha256:43a7cac97afbdb9e96921442bcb144107a3c041a4f872440029f7a718d30d850

Observation 73ffced3-514c-424f-aa9f-ea7df5cfcd12 · outbound

This paper cites SoK: Towards Effective Automated Vulnerability Repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments SoK: Towards Effective Automated Vulnerability Repair

Reference 59

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source=pdf_text observed=2026-08-07T04:07:25.923035Z digest=sha256:b1ad47fb403cc81934d11b57f26be519540401c36a8af747aaf2740f33d625d7

Observation bbb7ad63-6d0c-4100-bda2-931deab3534d · outbound

This paper cites On the effectiveness of function-level vulnerability detectors for inter-procedural vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments On the effectiveness of function-level vulnerability detectors for inter-procedural vulnerabilities

Reference 60

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source=pdf_text observed=2026-08-07T04:07:25.926915Z digest=sha256:19103fa446efc58a9bbe0c5c63c35f3c37f6bd6295d14e4620e3d566f5c239b9

Observation 597e9a75-a044-4ae5-a3e6-f652d468ab04 · outbound

This paper cites Vuldeelocator: A deep learning-based fine-grained vulnerability detector.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vuldeelocator: A deep learning-based fine-grained vulnerability detector

Reference 61

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source=pdf_text observed=2026-08-07T04:07:25.930346Z digest=sha256:e3fda46e34a300b6cb49246c71ff5d6b06406f16bb080e9c8fb4bc734febc914

Observation e5278986-0ff8-4c0a-b4da-41df109ddea0 · outbound

This paper cites One size does not fit all: Multi- granularity patch generation for better automated pro- gram repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments One size does not fit all: Multi- granularity patch generation for better automated pro- gram repair

Reference 62

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source=pdf_text observed=2026-08-07T04:07:25.933627Z digest=sha256:cd8329cf698d315cc96cc2e4755cb2ad366f5791e18586aacd0fe99ff713e6bf

Observation c52af7c8-eb84-40a7-b8bf-a4263d647a59 · outbound

This paper cites Autopag: Towards automated software patch generation with source code root cause identi- fication and repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Autopag: Towards automated software patch generation with source code root cause identi- fication and repair

Reference 63

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source=pdf_text observed=2026-08-07T04:07:25.936898Z digest=sha256:eda12606dfcf4aee2072ed9cca11fb02dd5b2983ab5dd7bdbd252e7011df0bc3

Observation 84e6a742-d088-40ae-8c20-bd7358e4435b · outbound

This paper cites Exploring chatgpt’s capabilities on vulnerability management.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Exploring chatgpt’s capabilities on vulnerability management

Reference 64

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source=pdf_text observed=2026-08-07T04:07:25.940268Z digest=sha256:f9937d0b817a2c591ae55c9c4cc2e3f9c4b63117128206c1156fe0f280d14365

Observation 9bb4fc75-b465-4bbb-8ac0-fe89d34f77a2 · outbound

This paper cites Program repair guided by datalog- defined static analysis.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Program repair guided by datalog- defined static analysis

Reference 65

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source=pdf_text observed=2026-08-07T04:07:25.943505Z digest=sha256:f23927b5b93da04b4ce91503839626443885314ffed886aca014da7773a678af

Observation b0a5c6c0-c461-4e0c-aea0-a455d83a87ac · outbound

This paper cites Undefinedbehaviorsanitizer.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Undefinedbehaviorsanitizer

Reference 66

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source=pdf_text observed=2026-08-07T04:07:25.946802Z digest=sha256:3db34f5c2b560a56dd1b0238a1c314ecce06bfdbef678364ccb08e9b3cc27d25

Observation c5e82750-130e-43e2-8137-14b640556854 · outbound

This paper cites SoK: Security of programmable logic controllers.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments SoK: Security of programmable logic controllers

Reference 67

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source=pdf_text observed=2026-08-07T04:07:25.950388Z digest=sha256:ef35989159c59623c11aa05201fc1e4bf4a58cdcf930fbde3ca140fe19d40613

Observation 0ef468ed-c67e-45e9-8c2a-38f61f8ccd28 · outbound

This paper cites Making smart contracts smarter.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Making smart contracts smarter

Reference 68

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source=pdf_text observed=2026-08-07T04:07:25.953655Z digest=sha256:2d8cad7c26b6fe09cba99811ac7fdf49236c48dcc8c644da98f116d479f981b0

Observation dc0055ad-307b-47fa-b526-5559cc25896b · outbound

This paper cites an unresolved cited work.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-07T04:07:25.957203Z digest=sha256:0cdb052434bbebd58185af7c6e7542b42186f5c5d53c1541225aee1c248ef087

Observation 8d2fd0ef-9345-45af-a1f9-067f03d681e8 · outbound

This paper cites Vurle: Automatic vulnerability detec- tion and repair by learning from examples.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vurle: Automatic vulnerability detec- tion and repair by learning from examples

Reference 70

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source=pdf_text observed=2026-08-07T04:07:25.960695Z digest=sha256:86c069a9b6462ca80323ca62a1adaecf8c9bd55e80abb1280e7096df5eb6b696

Observation dcb11d85-9b4c-4d46-b34e-b1fe1c2112e5 · outbound

This paper cites Symbolic execution with existential second-order constraints.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Symbolic execution with existential second-order constraints

Reference 71

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source=pdf_text observed=2026-08-07T04:07:25.964063Z digest=sha256:f26c65204cacff292970094cf7a2df2a598f38d37d0a2f6f22d2d28c50f78769

Observation c0608313-7ba9-4da9-8039-2ff660977b38 · outbound

This paper cites Angelix: scalable multiline program patch syn- thesis via symbolic analysis.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Angelix: scalable multiline program patch syn- thesis via symbolic analysis

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T04:07:25.967440Z digest=sha256:1433f52f774e4416d299e1fc89612bc2e18de0066c3a13da6b38cba87d9f7215

Observation 6b1df572-1355-45b2-927d-322e09fb506a · outbound

This paper cites Large language model guided protocol fuzzing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Large language model guided protocol fuzzing

Reference 73

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unresolved
no resolver link, observed 2026-08-07T04:07:25.970740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.970740Z digest=sha256:d4dfd1a52fcf72aa8f5195718e7121ad8c92e477fbe0974d55e774d95e3899f7

Observation ea4bebac-3232-42d8-bf5b-76898d6efbaa · outbound

This paper cites Cohen, and Justyna Petke.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Cohen, and Justyna Petke

Reference 74

Resolution
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no resolver link, observed 2026-08-07T04:07:25.973951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.973951Z digest=sha256:0af1df9aa4e899c8ce394c5ebc4efd2fd29bb8dbf4e89d035050ab9cf1e79f58

Observation 75272319-08bb-49ec-96d1-b8e77edfe87a · outbound

This paper cites Vulchecker: Graph-based vulnerability localization in source code.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulchecker: Graph-based vulnerability localization in source code

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:25.977431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.977431Z digest=sha256:506e7634734f3a3239500935e91c4c2724d726a685c16cb3b9945a03e4ef4af5

Observation 06c1a81c-e4d8-46b3-843e-b0eef5443042 · outbound

This paper cites Common weakness enumeration.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Common weakness enumeration

Reference 76

Resolution
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no resolver link, observed 2026-08-07T04:07:25.980846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:25.980846Z digest=sha256:cdac1d12ac49499dae4c6469525e45c88e904f33afaf52b0ad701a18255d2b06

Observation 29648bec-9e26-4623-a80f-22be33ea76ba · outbound

This paper cites Automatic software repair: A bib- liography.ACM Computing Surveys (CSUR), 51(1):1– 24, 2018.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automatic software repair: A bib- liography.ACM Computing Surveys (CSUR), 51(1):1– 24, 2018

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.193800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:25.984079Z digest=sha256:d299c6c4ac5898fcd6af42c95710bf3ae8df438683e99aee156c909be84364bf

Observation 84437baf-410b-468b-8ea9-3e7812efb97d · outbound

This paper cites PhD thesis, HAL Archives Ouvertes, 2018.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments PhD thesis, HAL Archives Ouvertes, 2018

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.182369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:25.987488Z digest=sha256:ef1d2454e078b7b23d83734c228ca181ada542b82a6ac6a1a18e40821f1f1bcb

Observation 2d2296d9-2122-4e1a-94ab-04b8dde4ecf2 · outbound

This paper cites Under- standing the reproducibility of crowd-reported security vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Under- standing the reproducibility of crowd-reported security vulnerabilities

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.170811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:25.990644Z digest=sha256:e799b270e0ae4dcd1e5003f53e3fbc0012e8edfe88bb8b3f2870044deaff4389

Observation 0dc03b04-8afc-45e3-afef-eb278b5f7e38 · outbound

This paper cites Intrepair: Informed repairing of integer overflows.IEEE Transactions on Software Engineering (TSE), 47(10):2225–2241, 2019.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Intrepair: Informed repairing of integer overflows.IEEE Transactions on Software Engineering (TSE), 47(10):2225–2241, 2019

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.158874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:25.993802Z digest=sha256:726d363014a3b6d4a94e43e793a21b4250e0c98ddb87a144ec6f8a2b3b982264

Observation c5c6a118-2562-40a7-b3a6-6a353cce3ea1 · outbound

This paper cites Nguyen, Long H.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Nguyen, Long H

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.147052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:25.997031Z digest=sha256:9602cca8ff52bdc21d5a34e00d730f8670d01fefdce776f4680e89d35c53eef7

Observation 053e7112-7747-4c16-968a-6f872ca7b3b0 · outbound

This paper cites Megavul: A c/c++ vulnerability dataset with comprehensive code representations.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Megavul: A c/c++ vulnerability dataset with comprehensive code representations

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.135973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.000546Z digest=sha256:9dc7adcb9f4a7eb2a5107003dd65faaf44c68e684ab1514095a2297cb1fabe21

Observation 4fa6834d-cb5b-4064-9da6-9116c94cbfc9 · outbound

This paper cites Crossvul: a cross- language vulnerability dataset with commit data.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Crossvul: a cross- language vulnerability dataset with commit data

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.124747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.004135Z digest=sha256:06c7c3239c1b9966b0ced218218496e423ea057e473595b8e079164ec6d1a895

Observation a2b2bb62-f109-4644-bd47-386d4a47c5e3 · outbound

This paper cites Trust enhancement issues in program repair.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Trust enhancement issues in program repair

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.113500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.007658Z digest=sha256:49ea2a334c3fc34f7237d3022d6359f3c025f13e5612c083fe0592663f6b1cde

Observation 728736ea-a334-45cb-8b3a-86321f896d65 · outbound

This paper cites Vulgen: Realistic vulnerability genera- tion via pattern mining and deep learning.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulgen: Realistic vulnerability genera- tion via pattern mining and deep learning

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.101546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.011397Z digest=sha256:c546796531666152b8267a01818c046fd97282420996abc6b7f9a3490e72ce03

Observation 88731a96-fccf-42c6-8472-8d2dd3e2f89c · outbound

This paper cites Berger, and Benjamin G.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Berger, and Benjamin G

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.090393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.014862Z digest=sha256:b2c37491c2775587932225b3c64d3f9b0eadc05b0ad25d5cbfebd5a647b10227

Observation 582aee2d-53ea-492c-94bb-050ee11a1e2d · outbound

This paper cites Nvd categories.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Nvd categories

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.079598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.018202Z digest=sha256:a621301ef0ed40408cfcd3f24446addd3e7f85fcadb96ec71497adc394de8279

Observation ac28f198-88f3-43aa-86f5-795e309b47bf · outbound

This paper cites Report on the static analysis tool exposition (sate) iv.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Report on the static analysis tool exposition (sate) iv

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.068435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.021905Z digest=sha256:9723488f6ceb80c432d9e97e1659872cdca2d93039d3138da8a6682c5f9c8bbe

Observation 82872747-b634-435a-87aa-6b9af851f913 · outbound

This paper cites Opentext fortify static code ana- lyzer.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Opentext fortify static code ana- lyzer

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.057304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.025370Z digest=sha256:561835805f559e62b4918ccf86b6c557fa3ed07447971844c1bb2b891b7e1e0e

Observation 6a2c501c-7ef8-4200-92d9-485a99945752 · outbound

This paper cites Automating zero-shot patch porting for hard forks.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Automating zero-shot patch porting for hard forks

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.046028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.029114Z digest=sha256:ea49121e162d189a6c877987b5f50cbb01a13ce9b2cdd4a813b2f9364d67aaea

Observation 0b23879c-1975-4c73-a307-f3818de2b966 · outbound

This paper cites Benzene: A practical root cause analysis system with an under-constrained state mutation.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Benzene: A practical root cause analysis system with an under-constrained state mutation

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.034551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.032784Z digest=sha256:0c23bf4f0de827bd7292648f8c3bdc3dee3616cc496b2c9f5824ef4b8134b344

Observation ac6503f9-1165-40f6-b3ff-9e7ed97195f3 · outbound

This paper cites Parkinson and Gavin M.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Parkinson and Gavin M

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.023416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.036174Z digest=sha256:ded1a23a662865b2e66b377d19d9b92b6bbc6e19734fd5d106123f9d322fb4bb

Observation 59ea3761-f5c7-4da7-8f6f-ad73781d7f78 · outbound

This paper cites Examining zero-shot vulnerability repair with large language mod- els.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Examining zero-shot vulnerability repair with large language mod- els

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.012418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.039563Z digest=sha256:c88d59c2acc6a4e4476555e0f828ff114a4a11fc615b84fcbc883258742d118d

Observation 5ca7d2b9-dadd-4e3e-936c-0f9018fb31dd · outbound

This paper cites A comparative study of automatic program repair tech- niques for security vulnerabilities.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments A comparative study of automatic program repair tech- niques for security vulnerabilities

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:27.001053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.042887Z digest=sha256:02b564f9d33dfab648aba94dc90e893089ac2e731766d517df05a7745dd5cd60

Observation 6d19d5ee-17d4-46aa-80eb-254a7f7e606c · outbound

This paper cites Reynolds.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Reynolds

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.989927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.046310Z digest=sha256:506236280af11f937d09cd84d2c38c859b98b7de15e8da19931424237933af11

Observation 459eb231-f816-430a-a800-230981e3d067 · outbound

This paper cites Evmpatch: Timely and automated patch- ing of ethereum smart contracts.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Evmpatch: Timely and automated patch- ing of ethereum smart contracts

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.978907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.049721Z digest=sha256:fd5675bb15dc6111bd23f395b41f0d5fe8141de402e204412681c3791dd0a00d

Observation 02f57205-f2a7-432b-bf64-e5bda37f5b24 · outbound

This paper cites Vulnerability and threat trends report 2024.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Vulnerability and threat trends report 2024

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.967752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.052989Z digest=sha256:2b19bd307f914a8d1ac3e62d6a773f1e1c50ea9837a6c4e0449863c700ce80c7

Observation b999a5a8-3fa0-4de9-b004-a80b0149a24c · outbound

This paper cites Concolic testing.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Concolic testing

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.956221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.056470Z digest=sha256:c0fb59680d5bc65a4b7740908ecc90c5825102c0f433f70ece850bf99ced4416

Observation 5125fb1d-9c2e-434d-a2c8-03f95b3df822 · outbound

This paper cites AddressSanitizer: A fast address sanity checker.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments AddressSanitizer: A fast address sanity checker

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.944981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.059960Z digest=sha256:5f3582c6a50ea35e5fd1a3f4c1b369a4ddf15cf4a9cd2ae4833f86478b89671c

Observation 7d800be2-92c2-40f4-a03c-f6b8524b091f · outbound

This paper cites Leakpair: Proactive repairing of memory leaks in single page web applications.

SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments Leakpair: Proactive repairing of memory leaks in single page web applications

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:07:26.933886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:07:26.063349Z digest=sha256:f3c9ad636ca9527256760d6597589a1c0ed453e8774baaa363ff3f03062eb1cd

Pith citing papers

Observation eda7427e-65f4-4ccb-a686-4742b5b712b8 · inbound

VulnRepairEval: An Exploit-Based Evaluation Framework for Assessing Large Language Model Vulnerability Repair Capabilities cites this paper.

VulnRepairEval: An Exploit-Based Evaluation Framework for Assessing Large Language Model Vulnerability Repair Capabilities SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T11:02:54.274440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:02:54.274440Z digest=sha256:3e3074bb8e136290050084bbff44fec4fd771d89d9f416f7c8559fe37ad44672

Observation cccaa113-6684-4a44-8d05-150d0c693040 · inbound

MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair cites this paper.

MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair SoK: Automated Vulnerability Repair: Methods, Tools, and Assessments

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-19T23:07:51.134674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-19T23:06:05.988893Z digest=sha256:f3ebd95e5ece7f267dc8331856f53dfb74c16ae8e6930f4e42608a1f4581a3c5